Kelvin
Kelvin provides a Python-based industrial automation platform that enables enterprises to build and deploy autonomous control applications (SmartApps) for real-time optimization of distributed physical assets, primarily serving oil & gas operators with multi-protocol edge-cloud orchestration and built-in safety guardrails.
- Company typePrivate
- Founded2020
- HeadquartersHouston, United States
- Headcount101–250
- GTM typeB2B
- OfferingSoftware
What Kelvin does
Kelvin is an industrial automation software company that provides a Python-based platform for building and deploying autonomous control applications, branded as SmartApps, that optimize distributed physical assets in real-time. The platform ingests data from industrial equipment via native connectors for OPC UA, ROC, ModBus, MQTT, SQL, and OSI PI protocols, integrates machine learning models and business logic, and writes validated control actions back to assets through a built-in Guardrails safety interlock system. Kelvin's edge-cloud orchestration architecture enables 24/7 offline operation at remote sites, with data securely stored on-node and synced when connectivity is restored. The company has accumulated production deployments across 1,100+ wells and a global distributed fleet of 60+ sites expanding to 100+, with demonstrated use cases spanning plunger velocity targeting, non-arrival response, PCP optimization, and methane emission reduction.
Kelvin operates a sales-led B2B enterprise software model, selling directly to large industrial operators with multi-year subscription contracts and dedicated technical support. The customer base is concentrated in the energy and oil & gas sectors and includes BP, Halliburton, Santos, and Schneider Electric. Revenue is generated through platform subscriptions and licensing of the Kelvin SDK, API, and edge deployment stack, supplemented by Kelvin Academy training and a support portal. The company holds SOC 2 Type II compliance, is headquartered in Houston, Texas (incorporated as Kelvin Inc.), and employs 101–250 people across product, architecture, sales, and finance functions. The platform is positioned to serve industrial enterprises with distributed assets — primarily upstream oil and gas operators but with emerging applicability to broader process manufacturing verticals through multi-objective optimization templates.
Kelvin has raised approximately $52 million across three funding rounds (2014, 2016, 2018) from investors including FS Investors, Kerogen Capital, Climate Investment, Energy Innovation Capital, Evok Innovations, Rice Investment Group, and Royal Street Ventures. The company's strategic direction in 2026 includes the release of AI Engineer Agents and AI Events to Tasks features, extending the platform toward autonomous SmartApp development and event-driven operational workflows.
Kelvin firmographics
Firmographics- Name
- Kelvin
- Legal name
- Kelvin Inc.
- Website
- https://kelvin.ai
- Company type
- Private
- Founded year
- 2020
- Operating status
- Operating
- Headcount range
- 101–250 employees
- Short description
- Kelvin provides a Python-based industrial automation platform that enables enterprises to build and deploy autonomous control applications (SmartApps) for real-time optimization of distributed physical assets, primarily serving oil & gas operators with multi-protocol edge-cloud orchestration and built-in safety guardrails.
- Ownership category
- akta.pro rank
Kelvin industry classification
Industry- Product category
- Industrial Automation Software
- NAICS
- Relay and Industrial Control Manufacturing (335314), Totalizing Fluid Meter and Counting Device Manufacturing (334514)
- SIC
- Measuring & Controlling Devices, Nec (3829), Industrial Instruments For Measurement, Display, And Control (3823), Electronic & Other Electrical Equipment (No Computer Equip) (3600), Electronic Computers (3571)
- akta.pro primary industry
- Storage/IO Controllers & Bridge ICs (USB/PCIe/SATA/NVMe) (HDAHAJAI)
- akta.pro secondary industry
- Digital Asset Management (DAM) (HDAEAGAE)
Keywords
Where Kelvin is headquartered
LocationHeadquarters
- HQ city
- Houston
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Kelvin business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
Revenue model
- Platform Subscription and Licensing: Kelvin operates as a B2B software platform offering its autonomous control applications technology to industrial enterprises. The platform is offered with different versions (Enterprise, Professional, Custom) suggesting tiered subscription models. Full platform access with tailored support is mentioned. Revenue is generated through software licensing and platform subscriptions to industrial operators.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Multi-year contract | Full Platform Access with Tailored Support |
Go-to-market motion1 record
Distribution channels1 record
Marketing channels5 records
Kelvin product offering
Product offeringCore offering
Kelvin provides a Python-based autonomous control applications platform for industrial enterprises, enabling them to build, deploy, and scale SmartApps that optimize asset performance through real-time data streaming, ML model integration, and edge deployment with built-in safety guardrails. The platform supports multi-protocol industrial connectivity and operates offline at the edge.
Product overview
Kelvin is an autonomous control applications platform for industrial enterprises, comprising a unified platform with integrated modules and developer tools. The core Kelvin Platform enables companies to build, deploy, and scale SmartApps for asset optimization across edge and cloud environments. The platform is built around Kelvin SmartApps—custom Python applications developed using the Kelvin SDK that analyze real-time data streams and generate control recommendations. Key platform modules include Data Quality (monitoring incoming data from assets) and Guardrails (protecting outgoing control changes), while AI features like Kelvin AI Engineer Agents enable autonomous SmartApp development. The Developer Tools suite includes the Kelvin SDK (Python), Kelvin API, Kelvin Edge API, and Kelvin CLI for building and deploying applications. The Operations Tools layer provides the Kelvin UI, Data Explorer for visualization, and Kelvin Academy for training. The platform supports industrial protocols including OPC UA, ModBus, ROC, MQTT, SQL, and OSI PI for connecting to diverse assets.
Differentiator
Problem solved
Functional benefit
Brands
- Kelvin SmartApp™: Custom Python applications developed using the Kelvin SDK designed to optimize asset performance by delivering actionable recommendations and control adjustments.
Products and services
- Kelvin Platform
- Kelvin Academy
Quantifiable outcome
- Annual production uplift per well across 1,100+ wells
- +7 more outcomes
Companies that use Kelvin
Customer profileNamed customers4 records
Segments2 records
Ideal customer profiles2 records
Kelvin technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration8 records
AI capability7 records
Feature13 records
Kelvin partnerships and signals
Strategic signalPartnerships
Four partnerships are on record, tiered major.
- BPmajorBP is a major energy company using the Kelvin platform for autonomous control applications in oilfield operations. The partnership demonstrates Kelvin's capability to serve large global energy operators with its industrial optimization platform.
- HalliburtonmajorHalliburton, a global oilfield services company, leverages the Kelvin platform for industrial asset optimization. The partnership indicates Kelvin's integration with major oilfield services workflows.
- SantosmajorSantos, an Australian energy company, utilizes the Kelvin platform for autonomous control applications. The partnership showcases Kelvin's deployment in international energy markets.
- Schneider ElectricmajorSchneider Electric, a global energy management and automation company, partners with Kelvin for industrial control solutions. This partnership positions Kelvin within the broader industrial automation ecosystem.
Scale indicators6 records
Recent moves6 records
Expansion highlights6 records
Kelvin competitors and assessment
Company assessmentDirect peers
- C3.ai: C3.ai is an enterprise AI software platform that targets industrial and energy customers with predictive and process optimization applications. Like Kelvin, it sells platform-level AI for industrial assets, though at substantially larger scale and broader scope.
- Sight Machine: Sight Machine provides AI-powered analytics and operations software for manufacturing and industrial customers. While more factory-floor focused than Kelvin, it shares the industrial AI platform model and sells into similar enterprise buyers.
- Uptake: Uptake provides an industrial AI platform for asset performance and reliability across energy, rail, and manufacturing. It is a direct competitor in AI-driven industrial asset optimization, with overlapping customer profiles in oil & gas and heavy industry.
- Augury: Augury is an AI-driven asset health and process optimization platform for industrial operators. It targets rotating equipment reliability and process improvement, overlapping with Kelvin's industrial-asset optimization thesis across similar customer segments.
- SparkCognition: SparkCognition delivers AI solutions for industrial operations including predictive maintenance, asset optimization, and process improvement in energy and manufacturing. It competes with Kelvin in industrial AI software, often at similar scale and customer profile.
Broad incumbents
- Honeywell Forge: Honeywell Forge is Honeywell's enterprise performance management software for industrial operators, bundling asset reliability, process optimization, and emissions management. It overlaps with Kelvin's value proposition and competes with much larger resources.
- Aspen Technology: Aspen Technology (now part of Emerson) is a long-established provider of industrial AI, asset optimization, and process simulation software for energy and process industries. It is a broad incumbent in the same operational optimization category Kelvin targets, with much deeper installed base.
- Schneider Electric EcoStruxure: Schneider Electric's EcoStruxure is an industrial IoT and automation platform that overlaps materially with Kelvin's scope. Listed as a Kelvin partner, it is also a potential competitor given its scale, existing customer base, and ability to internalize similar autonomous control functionality.
- ABB Ability: ABB Ability is ABB's cross-industry digital offering for industrial automation, asset health, and operations optimization. It competes broadly with Kelvin in industrial AI and edge-to-cloud industrial software across energy and process industries.
Emerging players
- Falkonry: Falkonry provides time-series AI for industrial operations, enabling anomaly detection and predictive analytics on plant data. It is a smaller, emerging peer with overlapping capability in industrial time-series analytics but a narrower scope than Kelvin.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Kelvin social profiles
Digital presenceKelvin compliance and trust
Trust signalCompliance1 record
Kelvin financial estimates
Financial estimateRevenue estimate
Valuation estimate
Kelvin leadership team
Management profileNumber of profiles
Profiles4 records
Kelvin funding detail
Funding detailFunding overview
Funding rounds3 records
Investors7 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Kelvin M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Kelvin
What does Kelvin do?
Kelvin provides a Python-based autonomous control applications platform for industrial enterprises, enabling them to build, deploy, and scale SmartApps that optimize asset performance through real-time data streaming, ML model integration, and edge deployment with built-in safety guardrails. The platform supports multi-protocol industrial connectivity and operates offline at the edge.
Is Kelvin a public or private company?
Kelvin is a private company. It is classified as venture growth investor backed and is currently operating.
When was Kelvin founded?
Kelvin was founded in 2020. It employs 101 to 250 people.
Where is Kelvin based?
Kelvin is headquartered in Houston, United States, in the North America region.
How does Kelvin make money?
One revenue line is on record: platform Subscription and Licensing.
Who are Kelvin's main competitors?
Direct peers on record are C3.ai, Sight Machine, Uptake, Augury and SparkCognition. Broad incumbents are Honeywell Forge, Aspen Technology, Schneider Electric EcoStruxure and ABB Ability. Falkonry is listed as an emerging player.
Does Kelvin have an API?
Yes. Kelvin provides a Python SDK for developing SmartApps, a Kelvin API for cloud operations (with Overview, Authentication, Pagination, and Reference documentation), and a Kelvin Edge API for edge operations. The SDK supports app development, testing, deployment, and integration with ML models. The API client methods and CLI are documented with references to SDK Reference App v0.4.5, API v1.1.3, and CLI v9.7.5. Developer documentation is at docs.kelvin.ai/latest/developer-tools/api/overview.
What industry is Kelvin in?
Kelvin's product category is Industrial Automation Software. Its primary akta.pro industry code is HDAHAJAI, Storage/IO Controllers & Bridge ICs (USB/PCIe/SATA/NVMe), with a secondary code of HDAEAGAE, Digital Asset Management (DAM). Its NAICS code is 335314 and its SIC code is 3829.